Cactus Bay is a bay located in Los Angeles County, California. It appears on the Santa Catalina West USGS 7.5-minute topographic quadrangle. The elevation at this location is approximately -3.04 feet (-0.93 m) above sea level. The nearest populated place is Two Harbors, approximately 5.9 miles to the ESE.